Module 12 of 'Programming with Python' focuses on recursion, including its definition, key components, and applications. It explains how recursion can break down complex problems into simpler ones and highlights the importance of managing memory during recursive calls. The module also differentiates between linear and branching recursion, providing examples and guidelines for designing recursive functions.